Overview

Dataset info

Number of variables 44
Number of observations 125972
Missing cells 0 (0.0%)
Duplicate rows 0 (0.0%)
Total size in memory 42.3 MiB
Average record size in memory 352.0 B

Variables types

Numeric 23
Categorical 8
Boolean 5
Date 0
URL 0
Text (Unique) 0
Rejected 8
Unsupported 0

Warnings

attack_class has 67342 (53.5%) zeros Zeros
diff_srv_rate has 76216 (60.5%) zeros Zeros
dst_bytes is highly skewed (γ1 = 290.0517595) Skewed
dst_bytes has 67966 (54.0%) zeros Zeros
dst_host_diff_srv_rate has 46989 (37.3%) zeros Zeros
dst_host_rerror_rate has 103178 (81.9%) zeros Zeros
dst_host_same_src_port_rate has 63023 (50.0%) zeros Zeros
dst_host_same_srv_rate has 6927 (5.5%) zeros Zeros
dst_host_serror_rate has 81385 (64.6%) zeros Zeros
dst_host_srv_diff_host_rate has 86903 (69.0%) zeros Zeros
dst_host_srv_rerror_rate is highly correlated with dst_host_rerror_rate (ρ = 0.9246879257) Rejected
dst_host_srv_serror_rate is highly correlated with dst_host_serror_rate (ρ = 0.9850521762) Rejected
duration has 115954 (92.0%) zeros Zeros
hot has 123301 (97.9%) zeros Zeros
num_access_files is highly skewed (γ1 = 45.55478025) Skewed
num_access_files has 125601 (99.7%) zeros Zeros
num_compromised is highly skewed (γ1 = 250.1068908) Skewed
num_compromised has 124686 (99.0%) zeros Zeros
num_failed_logins is highly skewed (γ1 = 53.76421073) Skewed
num_failed_logins has 125850 (99.9%) zeros Zeros
num_file_creations is highly skewed (γ1 = 55.66511972) Skewed
num_file_creations has 125685 (99.8%) zeros Zeros
num_outbound_cmds has constant value "0" Rejected
num_root is highly correlated with num_compromised (ρ = 0.9988334526) Rejected
rerror_rate is highly correlated with dst_host_srv_rerror_rate (ρ = 0.9644486258) Rejected
same_srv_rate has 2766 (2.2%) zeros Zeros
serror_rate is highly correlated with dst_host_srv_serror_rate (ρ = 0.9811388996) Rejected
service has a high cardinality: 70 distinct values Warning
src_bytes is highly skewed (γ1 = 190.6685901) Skewed
src_bytes has 49392 (39.2%) zeros Zeros
srv_diff_host_rate has 97573 (77.5%) zeros Zeros
srv_rerror_rate is highly correlated with rerror_rate (ρ = 0.9890076408) Rejected
srv_serror_rate is highly correlated with serror_rate (ρ = 0.9932892212) Rejected

Variables

attack
Categorical

Distinct count 23
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
normal
67342
neptune
41214
satan
 
3633
Other values (20)
13783
Value Count Frequency (%)  
normal 67342 53.5%
 
neptune 41214 32.7%
 
satan 3633 2.9%
 
ipsweep 3599 2.9%
 
portsweep 2931 2.3%
 
smurf 2646 2.1%
 
nmap 1493 1.2%
 
back 956 0.8%
 
teardrop 892 0.7%
 
warezclient 890 0.7%
 
Other values (13) 376 0.3%
 
Max length 15
Mean length 6.38699076
Min length 3
Contains chars True
Contains digits False
Contains spaces False
Contains non-words False

attack_class
Numeric

Distinct count 5
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.5749849173
Minimum 0
Maximum 4
Zeros (%) 53.5%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 2
Maximum 4
Range 4
Interquartile range 1

Descriptive statistics

Standard deviation 0.694105935
Coef of variation 1.207172422
Kurtosis 0.3684293456
Mean 0.5749849173
MAD 0.6147498539
Skewness 0.9669467124
Sum 72432
Variance 0.481783049
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 67342 53.5%
 
1 45927 36.5%
 
2 11656 9.3%
 
3 995 0.8%
 
4 52 < 0.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 67342 53.5%
 
1 45927 36.5%
 
2 11656 9.3%
 
3 995 0.8%
 
4 52 < 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
4 52 < 0.1%
 
3 995 0.8%
 
2 11656 9.3%
 
1 45927 36.5%
 
0 67342 53.5%
 

count
Numeric

Distinct count 512
Unique (%) 0.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 84.10820659
Minimum 0
Maximum 511
Zeros (%) < 0.1%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 1
Q1 2
Median 14
Q3 143
95-th percentile 286
Maximum 511
Range 511
Interquartile range 141

Descriptive statistics

Standard deviation 114.5088282
Coef of variation 1.361446556
Kurtosis 2.006881181
Mean 84.10820659
MAD 93.68954069
Skewness 1.514263629
Sum 10595279
Variance 13112.27173
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.825e+02 5.075e+02 5.085e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
1 27763 22.0%
 
2 9473 7.5%
 
3 3962 3.1%
 
4 3550 2.8%
 
5 2980 2.4%
 
6 2413 1.9%
 
7 2325 1.8%
 
8 1902 1.5%
 
9 1712 1.4%
 
10 1610 1.3%
 
Other values (502) 68282 54.2%
 

Minimum 5 values

Value Count Frequency (%)  
0 13 < 0.1%
 
1 27763 22.0%
 
2 9473 7.5%
 
3 3962 3.1%
 
4 3550 2.8%
 

Maximum 5 values

Value Count Frequency (%)  
511 1437 1.1%
 
510 307 0.2%
 
509 243 0.2%
 
508 31 < 0.1%
 
507 6 < 0.1%
 

diff_srv_rate
Numeric

Distinct count 95
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.06305313879
Minimum 0
Maximum 1
Zeros (%) 60.5%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0.06
95-th percentile 0.29
Maximum 1
Range 1
Interquartile range 0.06

Descriptive statistics

Standard deviation 0.1803150357
Coef of variation 2.859731318
Kurtosis 18.89929202
Mean 0.06305313879
MAD 0.08005656313
Skewness 4.379796406
Sum 7942.93
Variance 0.0325135121
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.045 ... 0.935 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 76216 60.5%
 
0.06 18998 15.1%
 
0.07 9515 7.6%
 
0.05 6887 5.5%
 
1 3438 2.7%
 
0.08 1883 1.5%
 
0.01 1013 0.8%
 
0.09 645 0.5%
 
0.04 627 0.5%
 
0.5 549 0.4%
 
Other values (85) 6201 4.9%
 

Minimum 5 values

Value Count Frequency (%)  
0 76216 60.5%
 
0.01 1013 0.8%
 
0.02 264 0.2%
 
0.03 282 0.2%
 
0.04 627 0.5%
 

Maximum 5 values

Value Count Frequency (%)  
1 3438 2.7%
 
0.99 39 < 0.1%
 
0.98 6 < 0.1%
 
0.97 7 < 0.1%
 
0.96 29 < 0.1%
 

dst_bytes
Numeric

Distinct count 9326
Unique (%) 7.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 19779.27143
Minimum 0
Maximum 1309937401
Zeros (%) 54.0%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 516
95-th percentile 8314
Maximum 1309937401
Range 1309937401
Interquartile range 516

Descriptive statistics

Standard deviation 4021285.112
Coef of variation 203.3080503
Kurtosis 90941.01261
Mean 19779.27143
MAD 37014.43081
Skewness 290.0517595
Sum 2491634381
Variance 1.617073395e+13
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.0000000e+00 3.5000000e+00 4.5000000e+00 ... 5.1306940e+06 5.1507810e+06 5.1511015e+06 5.1546195e+06 1.3099374e+09], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 67966 54.0%
 
105 1497 1.2%
 
8314 888 0.7%
 
330 528 0.4%
 
331 512 0.4%
 
44 511 0.4%
 
42 478 0.4%
 
328 470 0.4%
 
332 469 0.4%
 
4 454 0.4%
 
Other values (9316) 52199 41.4%
 

Minimum 5 values

Value Count Frequency (%)  
0 67966 54.0%
 
1 22 < 0.1%
 
3 1 < 0.1%
 
4 454 0.4%
 
5 4 < 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1309937401 1 < 0.1%
 
400291060 2 < 0.1%
 
7028652 1 < 0.1%
 
5155468 1 < 0.1%
 
5153771 1 < 0.1%
 

dst_host_count
Numeric

Distinct count 256
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 182.1491998
Minimum 0
Maximum 255
Zeros (%) < 0.1%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 3
Q1 82
Median 255
Q3 255
95-th percentile 255
Maximum 255
Range 255
Interquartile range 173

Descriptive statistics

Standard deviation 99.20656545
Coef of variation 0.5446445307
Kurtosis -1.065776439
Mean 182.1491998
MAD 89.49149907
Skewness -0.8334428596
Sum 22945699
Variance 9841.942628
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 130.5 178.5 217.5 254.5 255. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
255 74099 58.8%
 
1 3119 2.5%
 
2 2733 2.2%
 
3 1280 1.0%
 
4 1198 1.0%
 
5 723 0.6%
 
6 701 0.6%
 
7 645 0.5%
 
8 595 0.5%
 
9 578 0.5%
 
Other values (246) 40301 32.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 3 < 0.1%
 
1 3119 2.5%
 
2 2733 2.2%
 
3 1280 1.0%
 
4 1198 1.0%
 

Maximum 5 values

Value Count Frequency (%)  
255 74099 58.8%
 
254 70 0.1%
 
253 89 0.1%
 
252 77 0.1%
 
251 90 0.1%
 

dst_host_diff_srv_rate
Numeric

Distinct count 101
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.08295152891
Minimum 0
Maximum 1
Zeros (%) 37.3%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0.02
Q3 0.07
95-th percentile 0.56
Maximum 1
Range 1
Interquartile range 0.07

Descriptive statistics

Standard deviation 0.1889224909
Coef of variation 2.277504626
Kurtosis 12.6342728
Mean 0.08295152891
MAD 0.09559565757
Skewness 3.609582931
Sum 10449.57
Variance 0.03569170755
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.915 0.945 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 46989 37.3%
 
0.07 16570 13.2%
 
0.06 9787 7.8%
 
0.01 9295 7.4%
 
0.05 7321 5.8%
 
0.08 7001 5.6%
 
0.02 6716 5.3%
 
0.03 3562 2.8%
 
0.04 3091 2.5%
 
0.09 2569 2.0%
 
Other values (91) 13071 10.4%
 

Minimum 5 values

Value Count Frequency (%)  
0 46989 37.3%
 
0.01 9295 7.4%
 
0.02 6716 5.3%
 
0.03 3562 2.8%
 
0.04 3091 2.5%
 

Maximum 5 values

Value Count Frequency (%)  
1 2139 1.7%
 
0.99 31 < 0.1%
 
0.98 35 < 0.1%
 
0.97 86 0.1%
 
0.96 63 0.1%
 

dst_host_rerror_rate
Numeric

Distinct count 101
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.1188323596
Minimum 0
Maximum 1
Zeros (%) 81.9%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.3065586135
Coef of variation 2.579757017
Kurtosis 3.692684133
Mean 0.1188323596
MAD 0.2018469686
Skewness 2.347432672
Sum 14969.55
Variance 0.09397818348
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.885 0.925 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 103178 81.9%
 
1 10298 8.2%
 
0.01 1800 1.4%
 
0.02 1222 1.0%
 
0.03 497 0.4%
 
0.05 408 0.3%
 
0.04 397 0.3%
 
0.91 267 0.2%
 
0.92 257 0.2%
 
0.89 244 0.2%
 
Other values (91) 7404 5.9%
 

Minimum 5 values

Value Count Frequency (%)  
0 103178 81.9%
 
0.01 1800 1.4%
 
0.02 1222 1.0%
 
0.03 497 0.4%
 
0.04 397 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
1 10298 8.2%
 
0.99 52 < 0.1%
 
0.98 68 0.1%
 
0.97 106 0.1%
 
0.96 168 0.1%
 

dst_host_same_src_port_rate
Numeric

Distinct count 101
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.1483786873
Minimum 0
Maximum 1
Zeros (%) 50.0%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0.06
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0.06

Descriptive statistics

Standard deviation 0.3089983508
Coef of variation 2.08249821
Kurtosis 2.76236142
Mean 0.1483786873
MAD 0.2177552202
Skewness 2.087032943
Sum 18691.56
Variance 0.09547998081
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.815 0.945 0.965 0.995 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 63023 50.0%
 
0.01 17657 14.0%
 
1 10307 8.2%
 
0.02 5743 4.6%
 
0.03 3278 2.6%
 
0.04 2096 1.7%
 
0.05 1664 1.3%
 
0.06 1299 1.0%
 
0.08 1086 0.9%
 
0.5 1077 0.9%
 
Other values (91) 18742 14.9%
 

Minimum 5 values

Value Count Frequency (%)  
0 63023 50.0%
 
0.01 17657 14.0%
 
0.02 5743 4.6%
 
0.03 3278 2.6%
 
0.04 2096 1.7%
 

Maximum 5 values

Value Count Frequency (%)  
1 10307 8.2%
 
0.99 139 0.1%
 
0.98 192 0.2%
 
0.97 145 0.1%
 
0.96 229 0.2%
 

dst_host_same_srv_rate
Numeric

Distinct count 101
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.5212444829
Minimum 0
Maximum 1
Zeros (%) 5.5%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0.05
Median 0.51
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0.95

Descriptive statistics

Standard deviation 0.4489500549
Coef of variation 0.8613041858
Kurtosis -1.884046597
Mean 0.5212444829
MAD 0.4355818772
Skewness -0.01046288591
Sum 65662.21
Variance 0.2015561518
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
1 49059 38.9%
 
0.01 7780 6.2%
 
0 6927 5.5%
 
0.02 6593 5.2%
 
0.07 5672 4.5%
 
0.04 5208 4.1%
 
0.05 4951 3.9%
 
0.03 4049 3.2%
 
0.06 3444 2.7%
 
0.08 2816 2.2%
 
Other values (91) 29473 23.4%
 

Minimum 5 values

Value Count Frequency (%)  
0 6927 5.5%
 
0.01 7780 6.2%
 
0.02 6593 5.2%
 
0.03 4049 3.2%
 
0.04 5208 4.1%
 

Maximum 5 values

Value Count Frequency (%)  
1 49059 38.9%
 
0.99 688 0.5%
 
0.98 821 0.7%
 
0.97 478 0.4%
 
0.96 675 0.5%
 

dst_host_serror_rate
Numeric

Distinct count 101
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.2844547201
Minimum 0
Maximum 1
Zeros (%) 64.6%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.4447850937
Coef of variation 1.563641108
Kurtosis -1.047019322
Mean 0.2844547201
MAD 0.3992369211
Skewness 0.9659400321
Sum 35833.33
Variance 0.1978337796
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.925 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 81385 64.6%
 
1 33562 26.6%
 
0.01 3345 2.7%
 
0.02 1158 0.9%
 
0.03 711 0.6%
 
0.09 419 0.3%
 
0.08 413 0.3%
 
0.04 372 0.3%
 
0.99 304 0.2%
 
0.05 298 0.2%
 
Other values (91) 4005 3.2%
 

Minimum 5 values

Value Count Frequency (%)  
0 81385 64.6%
 
0.01 3345 2.7%
 
0.02 1158 0.9%
 
0.03 711 0.6%
 
0.04 372 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
1 33562 26.6%
 
0.99 304 0.2%
 
0.98 169 0.1%
 
0.97 100 0.1%
 
0.96 102 0.1%
 

dst_host_srv_count
Numeric

Distinct count 256
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 115.6537246
Minimum 0
Maximum 255
Zeros (%) < 0.1%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 1
Q1 10
Median 63
Q3 255
95-th percentile 255
Maximum 255
Range 255
Interquartile range 245

Descriptive statistics

Standard deviation 110.7028855
Coef of variation 0.9571925666
Kurtosis -1.756342466
Mean 115.6537246
MAD 105.1588751
Skewness 0.2837071842
Sum 14569131
Variance 12255.12886
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 251.5 252.5 253.5 254.5 255. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
255 35993 28.6%
 
1 8449 6.7%
 
2 5161 4.1%
 
3 2768 2.2%
 
4 2488 2.0%
 
5 2336 1.9%
 
20 2300 1.8%
 
254 2238 1.8%
 
6 2222 1.8%
 
19 2190 1.7%
 
Other values (246) 59827 47.5%
 

Minimum 5 values

Value Count Frequency (%)  
0 3 < 0.1%
 
1 8449 6.7%
 
2 5161 4.1%
 
3 2768 2.2%
 
4 2488 2.0%
 

Maximum 5 values

Value Count Frequency (%)  
255 35993 28.6%
 
254 2238 1.8%
 
253 472 0.4%
 
252 213 0.2%
 
251 402 0.3%
 

dst_host_srv_diff_host_rate
Numeric

Distinct count 75
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.0325427079
Minimum 0
Maximum 1
Zeros (%) 69.0%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0.02
95-th percentile 0.18
Maximum 1
Range 1
Interquartile range 0.02

Descriptive statistics

Standard deviation 0.1125642143
Coef of variation 3.458968893
Kurtosis 35.77292827
Mean 0.0325427079
MAD 0.04923154286
Skewness 5.548151304
Sum 4099.47
Variance 0.01267070235
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.685 0.74 0.765 0.985 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 86903 69.0%
 
0.02 7952 6.3%
 
0.01 7146 5.7%
 
0.03 4723 3.7%
 
0.04 4518 3.6%
 
0.05 3048 2.4%
 
0.5 1550 1.2%
 
0.06 1330 1.1%
 
0.07 1036 0.8%
 
0.25 951 0.8%
 
Other values (65) 6815 5.4%
 

Minimum 5 values

Value Count Frequency (%)  
0 86903 69.0%
 
0.01 7146 5.7%
 
0.02 7952 6.3%
 
0.03 4723 3.7%
 
0.04 4518 3.6%
 

Maximum 5 values

Value Count Frequency (%)  
1 691 0.5%
 
0.97 2 < 0.1%
 
0.93 1 < 0.1%
 
0.88 1 < 0.1%
 
0.86 2 < 0.1%
 

dst_host_srv_rerror_rate
Highly correlated

This variable is highly correlated with dst_host_rerror_rate and should be ignored for analysis

Correlation 0.9246879257

dst_host_srv_serror_rate
Highly correlated

This variable is highly correlated with dst_host_serror_rate and should be ignored for analysis

Correlation 0.9850521762

duration
Numeric

Distinct count 2981
Unique (%) 2.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 287.1469295
Minimum 0
Maximum 42908
Zeros (%) 92.0%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 4
Maximum 42908
Range 42908
Interquartile range 0

Descriptive statistics

Standard deviation 2604.525522
Coef of variation 9.070358254
Kurtosis 156.0755362
Mean 287.1469295
MAD 558.129652
Skewness 11.8801818
Sum 36172473
Variance 6783553.195
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.7820e+04 3.0047e+04 3.2294e+04 3.6101e+04 4.2908e+04], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 115954 92.0%
 
1 1989 1.6%
 
2 843 0.7%
 
3 557 0.4%
 
4 351 0.3%
 
5 298 0.2%
 
27 197 0.2%
 
6 193 0.2%
 
28 181 0.1%
 
7 127 0.1%
 
Other values (2971) 5282 4.2%
 

Minimum 5 values

Value Count Frequency (%)  
0 115954 92.0%
 
1 1989 1.6%
 
2 843 0.7%
 
3 557 0.4%
 
4 351 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
42908 1 < 0.1%
 
42888 1 < 0.1%
 
42862 1 < 0.1%
 
42837 1 < 0.1%
 
42804 1 < 0.1%
 

flag
Categorical

Distinct count 11
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
SF
74944
S0
34851
REJ
 
11233
Other values (8)
 
4944
Value Count Frequency (%)  
SF 74944 59.5%
 
S0 34851 27.7%
 
REJ 11233 8.9%
 
RSTR 2421 1.9%
 
RSTO 1562 1.2%
 
S1 365 0.3%
 
SH 271 0.2%
 
S2 127 0.1%
 
RSTOS0 103 0.1%
 
S3 49 < 0.1%
 
Max length 6
Mean length 2.156042613
Min length 2
Contains chars True
Contains digits True
Contains spaces False
Contains non-words False

hot
Numeric

Distinct count 28
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.2044105039
Minimum 0
Maximum 77
Zeros (%) 97.9%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 77
Range 77
Interquartile range 0

Descriptive statistics

Standard deviation 2.14997689
Coef of variation 10.51793743
Kurtosis 168.0128936
Mean 0.2044105039
MAD 0.4001527251
Skewness 12.58983526
Sum 25750
Variance 4.622400628
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=28)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 21.5 24.5 26.5 31.5 77. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 123301 97.9%
 
2 1037 0.8%
 
1 369 0.3%
 
28 277 0.2%
 
30 256 0.2%
 
4 173 0.1%
 
6 140 0.1%
 
5 76 0.1%
 
24 68 0.1%
 
19 57 < 0.1%
 
Other values (18) 218 0.2%
 

Minimum 5 values

Value Count Frequency (%)  
0 123301 97.9%
 
1 369 0.3%
 
2 1037 0.8%
 
3 54 < 0.1%
 
4 173 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
77 1 < 0.1%
 
44 2 < 0.1%
 
33 1 < 0.1%
 
30 256 0.2%
 
28 277 0.2%
 

is_guest_login
Boolean

Distinct count 2
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
124785
1
 
1187
Value Count Frequency (%)  
0 124785 99.1%
 
1 1187 0.9%
 

is_host_login
Boolean

Distinct count 2
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
125971
1
 
1
Value Count Frequency (%)  
0 125971 > 99.9%
 
1 1 < 0.1%
 

land
Boolean

Distinct count 2
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
125947
1
 
25
Value Count Frequency (%)  
0 125947 > 99.9%
 
1 25 < 0.1%
 

last_flag
Numeric

Distinct count 22
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 19.50405646
Minimum 0
Maximum 21
Zeros (%) 0.1%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 15
Q1 18
Median 20
Q3 21
95-th percentile 21
Maximum 21
Range 21
Interquartile range 3

Descriptive statistics

Standard deviation 2.291511608
Coef of variation 0.1174889754
Kurtosis 13.36913405
Mean 19.50405646
MAD 1.638019504
Skewness -2.896759931
Sum 2456965
Variance 5.251025451
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=22)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 5.5 8.5 10.5 ... 17.5 18.5 19.5 20.5 21. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
21 62557 49.7%
 
18 20667 16.4%
 
20 19338 15.4%
 
19 10284 8.2%
 
15 3990 3.2%
 
17 3074 2.4%
 
16 2393 1.9%
 
12 729 0.6%
 
14 674 0.5%
 
11 641 0.5%
 
Other values (12) 1625 1.3%
 

Minimum 5 values

Value Count Frequency (%)  
0 66 0.1%
 
1 62 < 0.1%
 
2 54 < 0.1%
 
3 65 0.1%
 
4 79 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
21 62557 49.7%
 
20 19338 15.4%
 
19 10284 8.2%
 
18 20667 16.4%
 
17 3074 2.4%
 

logged_in
Boolean

Distinct count 2
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
76120
1
49852
Value Count Frequency (%)  
0 76120 60.4%
 
1 49852 39.6%
 

num_access_files
Numeric

Distinct count 10
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.00409614835
Minimum 0
Maximum 9
Zeros (%) 99.7%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 9
Range 9
Interquartile range 0

Descriptive statistics

Standard deviation 0.09936994949
Coef of variation 24.25936294
Kurtosis 2862.781626
Mean 0.00409614835
MAD 0.008168169577
Skewness 45.55478025
Sum 516
Variance 0.009874386862
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 9. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 125601 99.7%
 
1 313 0.2%
 
2 29 < 0.1%
 
3 8 < 0.1%
 
5 6 < 0.1%
 
4 5 < 0.1%
 
6 4 < 0.1%
 
8 3 < 0.1%
 
7 2 < 0.1%
 
9 1 < 0.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 125601 99.7%
 
1 313 0.2%
 
2 29 < 0.1%
 
3 8 < 0.1%
 
4 5 < 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
9 1 < 0.1%
 
8 3 < 0.1%
 
7 2 < 0.1%
 
6 4 < 0.1%
 
5 6 < 0.1%
 

num_compromised
Numeric

Distinct count 88
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.2792525323
Minimum 0
Maximum 7479
Zeros (%) 99.0%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 7479
Range 7479
Interquartile range 0

Descriptive statistics

Standard deviation 23.94213726
Coef of variation 85.73650904
Kurtosis 75955.62481
Mean 0.2792525323
MAD 0.5528034999
Skewness 250.1068908
Sum 35178
Variance 573.2259366
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 4.500e+00 6.500e+00 2.250e+01 2.095e+02 9.635e+02 7.479e+03], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 124686 99.0%
 
1 976 0.8%
 
2 98 0.1%
 
4 40 < 0.1%
 
3 38 < 0.1%
 
6 19 < 0.1%
 
5 17 < 0.1%
 
7 5 < 0.1%
 
9 3 < 0.1%
 
8 3 < 0.1%
 
Other values (78) 87 0.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 124686 99.0%
 
1 976 0.8%
 
2 98 0.1%
 
3 38 < 0.1%
 
4 40 < 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
7479 1 < 0.1%
 
1739 1 < 0.1%
 
1043 1 < 0.1%
 
884 2 < 0.1%
 
809 1 < 0.1%
 

num_failed_logins
Numeric

Distinct count 6
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.001222493888
Minimum 0
Maximum 5
Zeros (%) 99.9%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 5
Range 5
Interquartile range 0

Descriptive statistics

Standard deviation 0.04523931841
Coef of variation 37.00576246
Kurtosis 3869.038558
Mean 0.001222493888
MAD 0.00244261988
Skewness 53.76421073
Sum 154
Variance 0.00204659593
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 5. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 125850 99.9%
 
1 104 0.1%
 
2 9 < 0.1%
 
3 5 < 0.1%
 
4 3 < 0.1%
 
5 1 < 0.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 125850 99.9%
 
1 104 0.1%
 
2 9 < 0.1%
 
3 5 < 0.1%
 
4 3 < 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
5 1 < 0.1%
 
4 3 < 0.1%
 
3 5 < 0.1%
 
2 9 < 0.1%
 
1 104 0.1%
 

num_file_creations
Numeric

Distinct count 35
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.01266948211
Minimum 0
Maximum 43
Zeros (%) 99.8%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 43
Range 43
Interquartile range 0

Descriptive statistics

Standard deviation 0.4839369889
Coef of variation 38.19706163
Kurtosis 3603.28308
Mean 0.01266948211
MAD 0.02528123486
Skewness 55.66511972
Sum 1596
Variance 0.2341950092
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=35)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 18.5 43. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 125685 99.8%
 
1 151 0.1%
 
2 41 < 0.1%
 
4 13 < 0.1%
 
15 5 < 0.1%
 
3 5 < 0.1%
 
5 5 < 0.1%
 
8 5 < 0.1%
 
10 5 < 0.1%
 
17 5 < 0.1%
 
Other values (25) 52 < 0.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 125685 99.8%
 
1 151 0.1%
 
2 41 < 0.1%
 
3 5 < 0.1%
 
4 13 < 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
43 1 < 0.1%
 
40 3 < 0.1%
 
38 1 < 0.1%
 
36 1 < 0.1%
 
34 1 < 0.1%
 

num_outbound_cmds
Constant

This variable is constant and should be ignored for analysis

Constant value 0

num_root
Highly correlated

This variable is highly correlated with num_compromised and should be ignored for analysis

Correlation 0.9988334526

num_shells
Categorical

Distinct count 3
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
125925
1
 
42
2
 
5
Value Count Frequency (%)  
0 125925 > 99.9%
 
1 42 < 0.1%
 
2 5 < 0.1%
 
Max length 1
Mean length 1
Min length 1
Contains chars False
Contains digits True
Contains spaces False
Contains non-words False

protocol_type
Categorical

Distinct count 3
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
tcp
102688
udp
 
14993
icmp
 
8291
Value Count Frequency (%)  
tcp 102688 81.5%
 
udp 14993 11.9%
 
icmp 8291 6.6%
 
Max length 4
Mean length 3.065816213
Min length 3
Contains chars True
Contains digits False
Contains spaces False
Contains non-words False

rerror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_rerror_rate and should be ignored for analysis

Correlation 0.9644486258

root_shell
Boolean

Distinct count 2
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
125803
1
 
169
Value Count Frequency (%)  
0 125803 99.9%
 
1 169 0.1%
 

same_srv_rate
Numeric

Distinct count 101
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.6609249675
Minimum 0
Maximum 1
Zeros (%) 2.2%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0.01
Q1 0.09
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0.91

Descriptive statistics

Standard deviation 0.4396235693
Coef of variation 0.6651641124
Kurtosis -1.609780542
Mean 0.6609249675
MAD 0.4197549313
Skewness -0.5724865372
Sum 83258.04
Variance 0.1932688827
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.065 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
1 76811 61.0%
 
0.01 4027 3.2%
 
0.02 3616 2.9%
 
0.03 3503 2.8%
 
0.07 3438 2.7%
 
0.04 3227 2.6%
 
0.06 3220 2.6%
 
0.05 3088 2.5%
 
0.08 2815 2.2%
 
0 2766 2.2%
 
Other values (91) 19461 15.4%
 

Minimum 5 values

Value Count Frequency (%)  
0 2766 2.2%
 
0.01 4027 3.2%
 
0.02 3616 2.9%
 
0.03 3503 2.8%
 
0.04 3227 2.6%
 

Maximum 5 values

Value Count Frequency (%)  
1 76811 61.0%
 
0.99 759 0.6%
 
0.98 97 0.1%
 
0.97 44 < 0.1%
 
0.96 16 < 0.1%
 

serror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_serror_rate and should be ignored for analysis

Correlation 0.9811388996

service
Categorical

Distinct count 70
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
http
40338
private
21853
domain_u
 
9043
Other values (67)
54738
Value Count Frequency (%)  
http 40338 32.0%
 
private 21853 17.3%
 
domain_u 9043 7.2%
 
smtp 7313 5.8%
 
ftp_data 6859 5.4%
 
eco_i 4586 3.6%
 
other 4359 3.5%
 
ecr_i 3077 2.4%
 
telnet 2353 1.9%
 
finger 1767 1.4%
 
Other values (60) 24424 19.4%
 
Max length 11
Mean length 5.466429048
Min length 3
Contains chars True
Contains digits True
Contains spaces False
Contains non-words False

src_bytes
Numeric

Distinct count 3341
Unique (%) 2.7%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 45567.10082
Minimum 0
Maximum 1379963888
Zeros (%) 39.2%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 44
Q3 276
95-th percentile 1480
Maximum 1379963888
Range 1379963888
Interquartile range 276

Descriptive statistics

Standard deviation 5870354.481
Coef of variation 128.8287904
Kurtosis 39353.80883
Mean 45567.10082
MAD 89289.66353
Skewness 190.6685901
Sum 5740178825
Variance 3.446106173e+13
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 4.50000000e+00 5.50000000e+00 ... 5.13265000e+06 5.13387650e+06 5.40016300e+06 2.31821480e+07 1.37996389e+09], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 49392 39.2%
 
8 3691 2.9%
 
1 2432 1.9%
 
44 2334 1.9%
 
45 2089 1.7%
 
1032 2001 1.6%
 
46 1294 1.0%
 
43 1284 1.0%
 
105 998 0.8%
 
147 948 0.8%
 
Other values (3331) 59509 47.2%
 

Minimum 5 values

Value Count Frequency (%)  
0 49392 39.2%
 
1 2432 1.9%
 
4 2 < 0.1%
 
5 28 < 0.1%
 
6 147 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1379963888 1 < 0.1%
 
1167519497 1 < 0.1%
 
693375640 1 < 0.1%
 
621568663 1 < 0.1%
 
381709090 1 < 0.1%
 

srv_count
Numeric

Distinct count 509
Unique (%) 0.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 27.73809259
Minimum 0
Maximum 511
Zeros (%) < 0.1%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 1
Q1 2
Median 8
Q3 18
95-th percentile 158
Maximum 511
Range 511
Interquartile range 16

Descriptive statistics

Standard deviation 72.63609175
Coef of variation 2.618640467
Kurtosis 24.24426877
Mean 27.73809259
MAD 34.38090015
Skewness 4.694142224
Sum 3494223
Variance 5276.001825
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 5.075e+02 5.085e+02 5.095e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
1 25398 20.2%
 
2 12819 10.2%
 
3 6336 5.0%
 
4 5526 4.4%
 
5 4636 3.7%
 
6 4156 3.3%
 
7 3992 3.2%
 
8 3697 2.9%
 
9 3528 2.8%
 
11 3293 2.6%
 
Other values (499) 52591 41.7%
 

Minimum 5 values

Value Count Frequency (%)  
0 13 < 0.1%
 
1 25398 20.2%
 
2 12819 10.2%
 
3 6336 5.0%
 
4 5526 4.4%
 

Maximum 5 values

Value Count Frequency (%)  
511 1012 0.8%
 
510 160 0.1%
 
509 49 < 0.1%
 
508 11 < 0.1%
 
507 3 < 0.1%
 

srv_diff_host_rate
Numeric

Distinct count 60
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.09732242086
Minimum 0
Maximum 1
Zeros (%) 77.5%
Mini histogram

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 1
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.2598313847
Coef of variation 2.669799851
Kurtosis 6.816217011
Mean 0.09732242086
MAD 0.1571148359
Skewness 2.86033944
Sum 12259.9
Variance 0.0675123485
Memory size 984.3 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.775 0.815 0.855 0.94 1. ], "bayesian blocks" binning strategy used)
Value Count Frequency (%)  
0 97573 77.5%
 
1 8143 6.5%
 
0.01 2865 2.3%
 
0.5 982 0.8%
 
0.67 975 0.8%
 
0.12 904 0.7%
 
0.33 790 0.6%
 
0.02 771 0.6%
 
0.11 732 0.6%
 
0.25 724 0.6%
 
Other values (50) 11513 9.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 97573 77.5%
 
0.01 2865 2.3%
 
0.02 771 0.6%
 
0.03 218 0.2%
 
0.04 187 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1 8143 6.5%
 
0.88 1 < 0.1%
 
0.83 7 < 0.1%
 
0.8 60 < 0.1%
 
0.75 235 0.2%
 

srv_rerror_rate
Highly correlated

This variable is highly correlated with rerror_rate and should be ignored for analysis

Correlation 0.9890076408

srv_serror_rate
Highly correlated

This variable is highly correlated with serror_rate and should be ignored for analysis

Correlation 0.9932892212

su_attempted
Categorical

Distinct count 3
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
125892
2
 
59
1
 
21
Value Count Frequency (%)  
0 125892 99.9%
 
2 59 < 0.1%
 
1 21 < 0.1%
 
Max length 1
Mean length 1
Min length 1
Contains chars False
Contains digits True
Contains spaces False
Contains non-words False

urgent
Categorical

Distinct count 4
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
125963
1
 
5
2
 
3
Value Count Frequency (%)  
0 125963 > 99.9%
 
1 5 < 0.1%
 
2 3 < 0.1%
 
3 1 < 0.1%
 
Max length 1
Mean length 1
Min length 1
Contains chars False
Contains digits True
Contains spaces False
Contains non-words False

wrong_fragment
Categorical

Distinct count 3
Unique (%) < 0.1%
Missing (%) 0.0%
Missing (n) 0
0
124882
3
 
884
1
 
206
Value Count Frequency (%)  
0 124882 99.1%
 
3 884 0.7%
 
1 206 0.2%
 
Max length 1
Mean length 1
Min length 1
Contains chars False
Contains digits True
Contains spaces False
Contains non-words False

Correlations

Missing values

Sample

First rows

attack attack_class count diff_srv_rate dst_bytes dst_host_count dst_host_diff_srv_rate dst_host_rerror_rate dst_host_same_src_port_rate dst_host_same_srv_rate dst_host_serror_rate dst_host_srv_count dst_host_srv_diff_host_rate dst_host_srv_rerror_rate dst_host_srv_serror_rate duration flag hot is_guest_login is_host_login land last_flag logged_in num_access_files num_compromised num_failed_logins num_file_creations num_outbound_cmds num_root num_shells protocol_type rerror_rate root_shell same_srv_rate serror_rate service src_bytes srv_count srv_diff_host_rate srv_rerror_rate srv_serror_rate su_attempted urgent wrong_fragment
0 normal 0.0 13 0.15 0 255 0.60 0.0 0.88 0.00 0.00 1 0.00 0.00 0.00 0 SF 0 0 0 0 15 0 0 0 0 0 0 0 0 udp 0.0 0 0.08 0.0 other 146 1 0.00 0.0 0.0 0 0 0
1 neptune 1.0 123 0.07 0 255 0.05 0.0 0.00 0.10 1.00 26 0.00 0.00 1.00 0 S0 0 0 0 0 19 0 0 0 0 0 0 0 0 tcp 0.0 0 0.05 1.0 private 0 6 0.00 0.0 1.0 0 0 0
2 normal 0.0 5 0.00 8153 30 0.00 0.0 0.03 1.00 0.03 255 0.04 0.01 0.01 0 SF 0 0 0 0 21 1 0 0 0 0 0 0 0 tcp 0.0 0 1.00 0.2 http 232 5 0.00 0.0 0.2 0 0 0
3 normal 0.0 30 0.00 420 255 0.00 0.0 0.00 1.00 0.00 255 0.00 0.00 0.00 0 SF 0 0 0 0 21 1 0 0 0 0 0 0 0 tcp 0.0 0 1.00 0.0 http 199 32 0.09 0.0 0.0 0 0 0
4 neptune 1.0 121 0.06 0 255 0.07 1.0 0.00 0.07 0.00 19 0.00 1.00 0.00 0 REJ 0 0 0 0 21 0 0 0 0 0 0 0 0 tcp 1.0 0 0.16 0.0 private 0 19 0.00 1.0 0.0 0 0 0
5 neptune 1.0 166 0.06 0 255 0.05 0.0 0.00 0.04 1.00 9 0.00 0.00 1.00 0 S0 0 0 0 0 21 0 0 0 0 0 0 0 0 tcp 0.0 0 0.05 1.0 private 0 9 0.00 0.0 1.0 0 0 0
6 neptune 1.0 117 0.06 0 255 0.07 0.0 0.00 0.06 1.00 15 0.00 0.00 1.00 0 S0 0 0 0 0 21 0 0 0 0 0 0 0 0 tcp 0.0 0 0.14 1.0 private 0 16 0.00 0.0 1.0 0 0 0
7 neptune 1.0 270 0.05 0 255 0.05 0.0 0.00 0.09 1.00 23 0.00 0.00 1.00 0 S0 0 0 0 0 21 0 0 0 0 0 0 0 0 tcp 0.0 0 0.09 1.0 remote_job 0 23 0.00 0.0 1.0 0 0 0
8 neptune 1.0 133 0.06 0 255 0.06 0.0 0.00 0.05 1.00 13 0.00 0.00 1.00 0 S0 0 0 0 0 21 0 0 0 0 0 0 0 0 tcp 0.0 0 0.06 1.0 private 0 8 0.00 0.0 1.0 0 0 0
9 neptune 1.0 205 0.06 0 255 0.07 1.0 0.00 0.05 0.00 12 0.00 1.00 0.00 0 REJ 0 0 0 0 21 0 0 0 0 0 0 0 0 tcp 1.0 0 0.06 0.0 private 0 12 0.00 1.0 0.0 0 0 0

Last rows

attack attack_class count diff_srv_rate dst_bytes dst_host_count dst_host_diff_srv_rate dst_host_rerror_rate dst_host_same_src_port_rate dst_host_same_srv_rate dst_host_serror_rate dst_host_srv_count dst_host_srv_diff_host_rate dst_host_srv_rerror_rate dst_host_srv_serror_rate duration flag hot is_guest_login is_host_login land last_flag logged_in num_access_files num_compromised num_failed_logins num_file_creations num_outbound_cmds num_root num_shells protocol_type rerror_rate root_shell same_srv_rate serror_rate service src_bytes srv_count srv_diff_host_rate srv_rerror_rate srv_serror_rate su_attempted urgent wrong_fragment
125962 normal 0.0 3 0.00 1600 255 0.00 0.00 0.00 1.00 0.00 255 0.00 0.0 0.0 0 SF 0 0 0 0 21 1 0 0 0 0 0 0 0 tcp 0.0 0 1.00 0.00 http 334 3 0.00 0.0 0.00 0 0 0
125963 neptune 1.0 128 0.05 0 255 0.06 0.00 0.00 0.05 1.00 12 0.00 0.0 1.0 0 S0 0 0 0 0 21 0 0 0 0 0 0 0 0 tcp 0.0 0 0.07 1.00 private 0 9 0.00 0.0 1.00 0 0 0
125964 normal 0.0 1 0.00 365 1 0.00 0.00 1.00 1.00 0.00 2 1.00 0.0 0.0 0 SF 0 0 0 0 19 1 0 0 0 0 0 0 0 tcp 0.0 0 1.00 0.00 smtp 2233 1 0.00 0.0 0.00 0 0 0
125965 neptune 1.0 113 0.07 0 255 0.07 0.00 0.00 0.05 1.00 13 0.00 0.0 1.0 0 S0 0 0 0 0 21 0 0 0 0 0 0 0 0 tcp 0.0 0 0.03 1.00 private 0 3 0.00 0.0 1.00 0 0 0
125966 normal 0.0 3 0.00 375 3 0.00 0.00 0.33 1.00 0.33 255 0.04 0.0 0.0 0 SF 0 0 0 0 18 1 0 0 0 0 0 0 0 tcp 0.0 0 1.00 0.33 http 359 11 0.18 0.0 0.09 0 0 0
125967 neptune 1.0 184 0.06 0 255 0.06 0.00 0.00 0.10 1.00 25 0.00 0.0 1.0 0 S0 0 0 0 0 20 0 0 0 0 0 0 0 0 tcp 0.0 0 0.14 1.00 private 0 25 0.00 0.0 1.00 0 0 0
125968 normal 0.0 2 0.00 145 255 0.01 0.00 0.01 0.96 0.00 244 0.00 0.0 0.0 8 SF 0 0 0 0 21 0 0 0 0 0 0 0 0 udp 0.0 0 1.00 0.00 private 105 2 0.00 0.0 0.00 0 0 0
125969 normal 0.0 1 0.00 384 255 0.06 0.01 0.00 0.12 0.72 30 0.00 0.0 0.0 0 SF 0 0 0 0 18 1 0 0 0 0 0 0 0 tcp 0.0 0 1.00 0.00 smtp 2231 1 0.00 0.0 0.00 0 0 0
125970 neptune 1.0 144 0.05 0 255 0.05 0.00 0.00 0.03 1.00 8 0.00 0.0 1.0 0 S0 0 0 0 0 20 0 0 0 0 0 0 0 0 tcp 0.0 0 0.06 1.00 klogin 0 8 0.00 0.0 1.00 0 0 0
125971 normal 0.0 1 0.00 0 255 0.03 0.00 0.30 0.30 0.00 77 0.00 0.0 0.0 0 SF 0 0 0 0 21 1 0 0 0 0 0 0 0 tcp 0.0 0 1.00 0.00 ftp_data 151 1 0.00 0.0 0.00 0 0 0